CN116954849A - Method, device, equipment and medium for determining resource scheduling policy - Google Patents

Method, device, equipment and medium for determining resource scheduling policy Download PDF

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Publication number
CN116954849A
CN116954849A CN202310654227.7A CN202310654227A CN116954849A CN 116954849 A CN116954849 A CN 116954849A CN 202310654227 A CN202310654227 A CN 202310654227A CN 116954849 A CN116954849 A CN 116954849A
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resources
resource
borrowing
amount
ratio
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陈铜
蔡嘉俊
区惠怡
杨凡
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Tencent Technology Shenzhen Co Ltd
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Tencent Technology Shenzhen Co Ltd
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Priority to CN202310654227.7A priority Critical patent/CN116954849A/en
Publication of CN116954849A publication Critical patent/CN116954849A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46Multiprogramming arrangements
    • G06F9/48Program initiating; Program switching, e.g. by interrupt
    • G06F9/4806Task transfer initiation or dispatching
    • G06F9/4843Task transfer initiation or dispatching by program, e.g. task dispatcher, supervisor, operating system
    • G06F9/4881Scheduling strategies for dispatcher, e.g. round robin, multi-level priority queues
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/44Arrangements for executing specific programs
    • G06F9/445Program loading or initiating
    • G06F9/44521Dynamic linking or loading; Link editing at or after load time, e.g. Java class loading

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  • Software Systems (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The application discloses a method, a device, equipment and a medium for determining a resource scheduling strategy, and belongs to the technical field of computers. The method comprises the following steps: determining a first resource quantity based on the related data of a first use object, wherein the first use object is an object which has borrowed resources before a reference time, and the first resource quantity is the resource quantity borrowed by the first use object by setting time; determining a second resource amount based on the related data of the second use object, wherein the second use object is an object which is newly added from the reference time to the set time and has borrowed resources, and the second resource amount is the resource amount borrowed by the second use object by the set time; a resource scheduling policy is determined based on the first and second amounts of resources. The method and the device realize fine-grained prediction of the number of the resources borrowed by different objects, improve the accuracy of the number of the resources and enable the accuracy of a resource scheduling strategy to be higher.

Description

Method, device, equipment and medium for determining resource scheduling policy
Technical Field
The embodiment of the application relates to the technical field of computers, in particular to a method, a device, equipment and a medium for determining a resource scheduling strategy.
Background
Resource scheduling is a common technique in the field of computer technology. In general, providing an object may provide a large amount of resources. If the use object has a need to borrow resources, the use object may first borrow some of the resources provided by the provision object and return the borrowed resources to the provision object in the future. Because the number of the used objects is multiple, the resource scheduling strategy is often required to be formulated for providing the objects so as to plan the number of the provided resources in advance, and the used objects can be borrowed at any time. Based on this, how to determine the resource scheduling policy becomes a technical problem to be solved.
Disclosure of Invention
The application provides a method, a device, equipment and a medium for determining a resource scheduling strategy, which can accurately determine the resource scheduling strategy.
In one aspect, a method for determining a resource scheduling policy is provided, where the method includes:
acquiring related data of a first use object and related data of a second use object, wherein the first use object is an object which has borrowed resources before a reference time, and the second use object is an object which has borrowed resources and is newly added within the reference time to a set time;
Determining a first resource quantity based on the related data of the first use object, wherein the first resource quantity is the resource quantity borrowed by the first use object by the set time;
determining a second resource amount based on the related data of the second use object, wherein the second resource amount is the amount of resources borrowed by the second use object by the set time;
a resource scheduling policy is determined based on the first and second amounts of resources.
In another aspect, a device for determining a resource scheduling policy is provided, where the device includes:
the device comprises an acquisition module, a storage module and a processing module, wherein the acquisition module is used for acquiring related data of a first use object and related data of a second use object, the first use object is an object which has borrowed resources and is existing before a reference time, and the second use object is an object which has borrowed resources and is newly added within the reference time to a set time;
the determining module is used for determining a first resource quantity based on the related data of the first use object, wherein the first resource quantity is the resource quantity borrowed by the first use object by the set time;
the determining module is further configured to determine, based on the related data of the second usage object, a second resource amount, where the second resource amount is an amount of resources borrowed by the second usage object by the set time;
The determining module is further configured to determine a resource scheduling policy based on the first number of resources and the second number of resources.
In one possible implementation manner, the related data of the first usage object includes at least one of a number of the first usage objects, a first resource amount granted to the first usage objects, a first index for characterizing an effect caused by adjusting the first resource amount, and a first proportion of the first usage objects using the first resource amount;
the determining module is configured to determine the first resource amount based on at least one of the first usage object amount, the first resource amount, the first index, and the first proportion.
In one possible implementation manner, the related data of the second usage object includes at least one of a number of reference objects, a second index, a third index, a second resource amount granted to the second usage object, and a second proportion of the second usage object using the second resource amount;
the determining module is configured to determine the second resource amount based on at least one of the number of reference objects, the second index, the third index, the second resource amount, and the second proportion;
The reference object is an object capable of borrowing resources, the second index is used for representing a situation that the reference object borrows resources through the setting program when the setting time is cut off by the reference object under the situation that the setting program is recommended to the reference object, the setting program is used for providing a resource borrowing interface, and the third index is used for representing a situation that the reference object borrows resources through the setting program when the setting program is not recommended to the reference object.
In a possible implementation manner, the obtaining module is further configured to obtain related data of a providing object, where the providing object is an object that provides a resource;
the determining module is further configured to determine, based on the related data of the providing object, a third resource amount, where the third resource amount is an amount of resources provided by the providing object by the set time;
the determining module is configured to determine a resource scheduling policy based on the first resource number, the second resource number, and the third resource number.
In one possible implementation manner, the related data of the providing object includes at least one of a reference resource number, a third proportion, a fourth proportion, a fifth proportion and a sixth proportion;
The determining module is configured to determine the third resource amount based on at least one of the reference resource amount, the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio;
the reference resource quantity is the resource quantity borrowed by the second use object which is proved by the reference borrowing certificate by the set time; the third ratio is a ratio between a number of third ones of the second ones of the use objects that are expected to borrow the resource provided by the provision object through the first channel and the number of second ones of the use objects; the fourth ratio is a ratio between a number of fourth use objects of the third use objects that actually borrow the resource provided by the provision object through the first channel and the number of third use objects; the fifth ratio is a ratio between the number of resources that the provisioning object can transfer and the number of resources of the provisioning object; the sixth ratio is a ratio of the number of resources provided by the providing object in the first channel to the total number of resources in the first channel.
In a possible implementation manner, the determining module is configured to determine a first difference between the second number of resources and the reference number of resources; determining a first sub-resource amount based on the first difference value and at least one of the third proportion, the fourth proportion, the fifth proportion and the sixth proportion, wherein the first sub-resource amount is the amount of resources provided by the second use object borrowing the provision object through the first channel by the set time; determining a second sub-resource amount based on the second resource amount and the first sub-resource amount, wherein the second sub-resource amount is an amount of resources provided by the second usage object borrowing the provision object through a second channel by the set time, the second channel is a channel other than the first channel, and the third resource amount includes the first sub-resource amount and the second sub-resource amount.
In one possible implementation manner, the related data of the providing object includes at least one of an initial resource amount, a seventh proportion, an eighth proportion, a fourth resource amount, a fifth resource amount, and a fifth proportion;
the determining module is configured to determine the third resource amount based on at least one of the initial resource amount, the seventh ratio, the eighth ratio, the fourth resource amount, the fifth resource amount, and the fifth ratio;
wherein the initial number of resources is the number of resources borrowed by the first usage object at borrowing time; the borrowing time is the time when the first using object borrows the resource provided by the providing object; the seventh ratio is a ratio between the number of resources returned by the first usage object and the initial number of resources; the eighth ratio is a ratio between the number of resources returned by the first usage object to the number of resources returned by the first usage object; the fourth resource amount is the resource amount borrowed by the set time by selecting a fifth use object borrowing the resource provided by the provision object from the first use objects; the fifth resource amount is the resource amount borrowed by the fifth use object proved by the first borrowing certificate until the set time; the first borrowing credential is an existing borrowing credential prior to the reference time.
In a possible implementation manner, the determining module is configured to determine, based on at least one of the initial resource amount, the seventh proportion, and the eighth proportion, a third sub-resource amount, where the third sub-resource amount is an amount of resources provided by the providing object borrowed by the first using object demonstrated by the first borrowing credential by the set time; determining a fourth sub-resource amount based on at least one of the fourth resource amount, the fifth resource amount, and the fifth ratio, the fourth sub-resource amount being an amount of resources provided by the providing object borrowed by the first using object as evidenced by a second borrowing voucher until the set time, the second borrowing voucher being a borrowing voucher newly added from the reference time to the set time, the third resource amount including the third sub-resource amount and the fourth sub-resource amount.
In one possible implementation manner, the obtaining module is further configured to obtain related data of the borrowed credential;
the determining module is further configured to determine, based on the related data of the borrowing certificate, a sixth resource amount, where the sixth resource amount is the amount of resources borrowed by the target proved by the borrowing certificate by the set time;
The determining module is configured to determine a resource scheduling policy based on the first resource number, the second resource number, and the sixth resource number.
In one possible implementation, the data related to borrowing the credential includes a seventh number of resources and a first set;
the determining module is configured to determine the sixth resource amount based on the seventh resource amount and the first set;
wherein the seventh resource amount is the amount of resources borrowed by the first use object by the reference time as evidenced by a first borrowing credential; the first set includes at least one return proportion, any return proportion is a ratio between the number of resources returned by the first use object in one return period and the number of resources borrowed by the first use object by the occurrence time of the first borrowing certificate, and at least one return period is included between the occurrence time and the set time.
In one possible implementation, the number of the first borrowed credential is a plurality;
the acquisition module is further used for acquiring the priority of each first borrowing certificate, and the priority of any one first borrowing certificate characterizes the sequence of the first usage object returning the number of resources proved by the any one first borrowing certificate;
The determining module is further configured to determine, based on the sixth resource amount and the priority of each first borrowing credential, an eighth resource amount, where the eighth resource amount characterizes a resource amount provided by each providing object borrowed by the first using object by the set time, and the eighth resource amount is used to determine the resource scheduling policy.
In one possible implementation, the data related to the borrowing credential includes at least one of a first amount of resources granted to the first usage object, a first proportion of the first amount of resources used by the first usage object, an adjustment magnitude for adjusting the first amount of resources, a ninth proportion of the adjustment magnitude used by the first usage object, and so on;
the determining module is configured to determine the sixth resource amount based on the first resource amount, the first proportion, the adjustment range, and the ninth proportion.
In another aspect, an electronic device is provided, where the electronic device includes a processor and a memory, where at least one computer program is stored in the memory, where the at least one computer program is loaded and executed by the processor, so that the electronic device implements a method for determining a resource scheduling policy according to any one of the foregoing methods.
In another aspect, there is further provided a computer readable storage medium having at least one computer program stored therein, where the at least one computer program is loaded and executed by a processor, to cause an electronic device to implement a method for determining a resource scheduling policy as described in any one of the above.
In another aspect, there is further provided a computer program, where the computer program is at least one, and at least one computer program is loaded and executed by a processor, so that the electronic device implements a method for determining any of the resource scheduling policies described above.
In another aspect, there is also provided a computer program product having at least one computer program stored therein, the at least one computer program being loaded and executed by a processor to cause an electronic device to implement a method for determining any one of the resource scheduling policies described above.
The technical scheme provided by the application has at least the following beneficial effects:
in the technical scheme provided by the application, on one hand, the first resource quantity is determined based on the related data of the first use object existing before the reference time, and the first resource quantity is the resource quantity borrowed by the first use object in the cut-off setting time. On the other hand, a second resource amount is determined based on the related data of the second usage object newly added within the reference time to the set time, the second resource amount being the amount of the resource borrowed by the second usage object by the set time. By determining the first resource quantity and the second resource quantity, the method and the device realize fine-grained prediction of the resource quantity borrowed by different objects, improve the accuracy of the resource quantity, and enable the accuracy of the resource scheduling strategy determined based on the first resource quantity and the second resource quantity to be higher.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present application, the drawings required for the description of the embodiments will be briefly described below, and it is apparent that the drawings in the following description are only some embodiments of the present application, and other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.
FIG. 1 is a schematic diagram of an implementation environment of a method for determining a resource scheduling policy according to an embodiment of the present application;
FIG. 2 is a flowchart of a method for determining a resource scheduling policy according to an embodiment of the present application;
FIG. 3 is a schematic diagram of a credit utilization of different usage objects according to an embodiment of the present application;
FIG. 4 is a schematic diagram of a resource return logic provided by an embodiment of the present application;
FIG. 5 is a schematic diagram of a first usage object borrowing resource amount according to an embodiment of the present application;
FIG. 6 is a schematic diagram of an increment of the amount of resources borrowed by an object according to an embodiment of the present application;
FIG. 7 is a frame diagram of a resource scheduling policy provided by an embodiment of the present application;
fig. 8 is a schematic structural diagram of a device for determining a resource scheduling policy according to an embodiment of the present application;
Fig. 9 is a schematic structural diagram of a terminal device according to an embodiment of the present application;
fig. 10 is a schematic structural diagram of a server according to an embodiment of the present application.
Detailed Description
For the purpose of making the objects, technical solutions and advantages of the present application more apparent, the embodiments of the present application will be described in further detail with reference to the accompanying drawings.
Fig. 1 is a schematic diagram of an implementation environment of a method for determining a resource scheduling policy according to an embodiment of the present application, where, as shown in fig. 1, the implementation environment includes a terminal device 101 and a server 102. The method for determining the resource scheduling policy in the embodiment of the present application may be performed by the terminal device 101, or may be performed by the server 102, or may be performed by the terminal device 101 and the server 102 together.
The terminal device 101 may be a smart phone, a game console, a desktop computer, a tablet computer, a laptop computer, a smart television, a smart car device, a smart voice interaction device, a smart home appliance, etc. The server 102 may be a server, or a server cluster formed by a plurality of servers, or any one of a cloud computing platform and a virtualization center, which is not limited in this embodiment of the present application. The server 102 may be in communication connection with the terminal device 101 via a wired network or a wireless network. The server 102 may have functions of data processing, data storage, data transceiving, etc., which are not limited in the embodiment of the present application. The number of terminal devices 101 and servers 102 is not limited, and may be one or more.
Resource scheduling is a common technique in the field of computer technology. The resource scheduling refers to that the providing object plans the provided resource quantity in advance, so that the using object can borrow the resource provided by the providing object under the condition that the using object has the requirement of borrowing the resource. Based on this, how to determine the resource scheduling policy becomes a technical problem to be solved.
The embodiment of the application provides a method for determining a resource scheduling strategy, which can be applied to the implementation environment and can determine the resource scheduling strategy with higher accuracy. Taking the flowchart of the method for determining the resource scheduling policy provided by the embodiment of the present application shown in fig. 2 as an example, for convenience of description, the terminal device 101 or the server 102 that performs the method for determining the resource scheduling policy in the embodiment of the present application is referred to as an electronic device, and the method may be performed by the electronic device. As shown in fig. 2, the method includes the following steps.
Step 201, acquiring related data of a first usage object and related data of a second usage object, wherein the first usage object is an object already borrowed by a resource before a reference time, and the second usage object is an object newly added from the reference time to a set time.
The embodiment of the application does not limit the reference time, and the reference time is illustratively a randomly generated time or a manually configured time. The set time is a time after the reference time, and the set time is at least one. Any set time may be randomly generated time or manually configured time. For example, the reference time is the end of the day of t (t is a positive integer), and the set time may include the end of any one of the days t to n (n is a positive integer greater than t) or the end of any few days. The end of a day can be understood as 24 points of the day.
In the embodiment of the application, the object A can borrow the resource from the object B. The object a is a party borrowing a resource, which may be referred to as a use object, and the object B is a party providing a resource, which may be referred to as a provision object. That is, the usage object is an object that has borrowed resources, and the provisioning object is an object that has provision of resources.
The usage object, the provision object may be any one of an individual, an organization, a team, and the like. If any one of the usage objects has borrowed resources prior to the reference time, indicating that the usage object already exists prior to the reference time, the usage object is the first usage object, which may also be referred to as an inventory usage object; if any one of the usage objects does not borrow the resource before the reference time, but the usage object borrows the resource within the reference time to the set time, the usage object is a usage object newly added within the reference time to the set time, and the usage object is a second usage object, which may also be called an incremental usage object.
In the embodiment of the application, the electronic device can acquire the related data of the first use object. The embodiment of the application does not limit the content, the acquisition mode and the like of the related data of the first use object. Illustratively, the related data of the first usage object is used to calculate the amount of resources borrowed by the first usage object, including the amount of the first usage object, the amount of resources granted to the first usage object, and so on. The related data of the first usage object may be input data or predicted data by a neural network model, a statistical algorithm, or the like, and the prediction mode is not limited in the embodiment of the present application.
Based on the same principle, the electronic device can acquire the related data of the second usage object. The embodiment of the present application does not limit the content, the acquisition mode, etc. of the related data of the second usage object, and descriptions of related data of the first usage object can be seen, which are not repeated here.
Step 202, determining a first resource amount based on the related data of the first usage object, wherein the first resource amount is the amount of the borrowed resource of the first usage object by the set time.
In the embodiment of the application, a plurality of means for determining the first resource amount based on the related data of the first use object exist. For example, the related data of the first usage object may be input into a trained model, through which the first resource amount is output, and the embodiment of the present application does not limit the structure, principle, and the like of the model. Alternatively, the first resource amount may be calculated based on the related data of the first usage object through a calculation formula, and the calculation method is described below and is not described herein.
In one possible implementation, the related data of the first usage object includes at least one of a number of the first usage objects, a first amount of resources granted to the first usage object, a first index for characterizing an effect by adjusting the first amount of resources, and a first proportion of the first amount of resources used by the first usage object. In this case, step 202 includes: the first number of resources is determined based on at least one of the number of first usage objects, the first amount of resources, the first indicator, and the first scale.
In the embodiment of the application, the first resource unit is a resource unit authorized by the reference time for the first use object, and the first resource unit characterizes the maximum number of resources that the first use object can borrow. For example, if the first resource amount is 3000, the first usage object may borrow a resource amount less than or equal to 3000. It may be understood that the number of the first usage objects is at least one, and the first resource units granted to any two first usage objects may be the same or different, which is not limited in the embodiment of the present application.
Optionally, the first resource amount is used for characterizing an average resource amount granted to each first usage object. In this case, the first resource amount granted to any two first usage objects is the same.
In practical application, the first resource unit authorized to any one of the first usage objects can be adjusted periodically or at any time to obtain an adjusted first resource unit. The electronic device may obtain the amount of resources borrowed by the first usage object in the case of granting the first amount of resources to the first usage object (for convenience of description, the amount of resources is represented using m 1), and obtain the amount of resources borrowed by the first usage object in the case of granting the adjusted first amount of resources to the first usage object (for convenience of description, the amount of resources is represented using m 2). By comparing m1 with m2, a first index can be obtained, and the influence on the first resource unit caused by adjustment can be measured through the first index.
Alternatively, the difference between m2 and m1 is calculated (for ease of description, n1 is used to characterize the difference), and the first index is determined based on n1, in which case the first index is positively correlated with n1, i.e., the larger n1, the larger the first index. Alternatively, the difference between the adjusted first resource amount and the first resource amount is calculated (for convenience of description, n2 is used to characterize the difference), and the first indicator is determined based on the ratio between n1 and n2, in which case the first indicator is positively correlated with n1/n2, i.e. the larger n1/n2, the larger the first indicator.
It can be understood that the number of the resources borrowed by the first usage object is smaller than or equal to the first resource quota, the ratio between the number of the resources borrowed by the first usage object and the first resource quota is a first ratio, and the ratio of the first usage object to the first resource quota is described through the first ratio.
The proportion of the usage object that uses the resource credit is also commonly referred to as credit usage. That is, the first proportion is the usage rate of the first resource credit by the first usage object.
Referring to fig. 3, fig. 3 is a schematic diagram illustrating a usage rate of a quota of different usage objects according to an embodiment of the application. It can be seen from fig. 3 that the curve of the usage of the quota for each usage object whose granted resource quota is located within the interval (2000, 4000) approximates a Luo Ji still (Logistic) function, wherein the usage of the quota for any object is directly related to the number of days from the usage day, i.e. the larger the number of days from the usage day, the larger the usage of the quota.
In the embodiment of the application, the proportion of the first usage object to the first resource unit at different times is different. That is, the first ratio is a parameter related to time. A time-weighted based logistic linear regression model may be employed to predict the first scale. That is, the first ratio is obtained by weighting, and the first ratio conforms to the distribution of the logarithmic function. Alternatively, the closer the time corresponding to the first proportion is to the reference time, the greater the weight in weighting, which can be expressed as: Wherein t represents a reference time, t 0 The time corresponding to the first ratio is characterized. If the first use object is plural, the first use objects 1 to t can be obtained in this way 0 The first proportion of the first resource unit is used is respectively as follows: /> Characterizing a first usage object t 0 A first proportion of the first amount of resources is used.
In the embodiment of the application, at least one of the number of the first use objects, the first resource amount, the first index and the first proportion can be input into a trained model, and the first resource amount is output through the model. Alternatively, the first resource amount is determined according to a calculation formula of "first resource amount=number of first objects of use×first resource amount×first index×first ratio".
It can be understood that the first resource amount, the first index, the first proportion, and the like are parameters that have a strong correlation with the number of resources borrowed by the first usage object, and are important parameters that affect the number of resources borrowed by the first usage object. By determining the first number of resources through these parameters, the accuracy of the first number of resources may be improved.
Step 203, determining a second resource amount based on the related data of the second usage object, wherein the second resource amount is the amount of the borrowed resource of the second usage object by the set time.
In an embodiment of the present application, there are a plurality of means for determining the second resource amount based on the related data of the second usage object. For example, the relevant data of the second usage object may be input into a trained model, through which the second resource amount is output, and the embodiment of the present application does not limit the structure, principle, etc. of the model. Alternatively, the second resource amount may be calculated based on the related data of the second usage object through a calculation formula, which is described below and is not described herein.
In one possible implementation, the related data of the second usage object includes at least one of a number of reference objects, a second index, a third index, a second amount of resources granted to the second usage object, and a second proportion of the second usage object's usage of the second amount of resources. The explanation of each parameter is provided below, and is not repeated here. In this case, step 203 includes: the second number of resources is determined based on at least one of the number of reference objects, the second indicator, the third indicator, the second amount of resources, and the second scale.
In the embodiment of the application, the electronic equipment can maintain a white list, and the white list comprises at least one reference object. If an object is a reference object in the white list, the object can borrow resources, and if an object is not a reference object in the white list, the object cannot borrow resources. Thus, the reference object is an object that can borrow resources. The electronic device obtains the number of the reference objects by obtaining the white list.
For any one of the reference objects, the electronic device may or may not recommend the setting program to the reference object. The setting program is used for providing a borrowing interface of the resource. That is, by setting the program, a borrowing interface for showing the resource to the reference object can be realized, so that the reference object borrows the resource through the borrowing interface. If the reference object borrows resources through the borrowing interface, the reference object is a use object. The embodiment of the application does not limit the content, style and the like of the borrowing interface.
It is understood that the electronic device may recommend a setup program to at least one reference object. For any one reference object, the reference object may or may not borrow resources based on the setup procedure at any time.
In the embodiment of the application, the electronic device can acquire the second index, and the second index is used for representing the condition that the reference object deadline setting time borrows resources through the setting program under the condition that the setting program is recommended to the reference object. Optionally, the second index is a ratio between a number of reference objects borrowing the resource in case of the recommended setup procedure and a number of reference objects of the recommended setup procedure. Alternatively, the second index is positively correlated with the number of reference borrowed resources in the case of the recommended setup procedure, that is, the greater the number of reference borrowed resources in the case of the recommended setup procedure, the greater the second index.
In addition, the electronic device may further obtain a third index, where the third index is used to characterize a case where the reference object expiration setting time borrows resources through the setting program when the setting program is not recommended to the reference object. Optionally, the third index is a ratio between a number of reference objects borrowing the resource in case of the non-recommended setup procedure and a number of reference objects of the non-recommended setup procedure. Alternatively, the third index is positively correlated with the number of reference borrowed resources in the case where the setup procedure is not recommended, that is, the greater the number of reference borrowed resources in the case where the setup procedure is not recommended, the greater the third index.
In the embodiment of the present application, the second resource unit is a resource unit authorized by the second usage object by the reference time or the set time, and the second resource unit characterizes the maximum number of resources that the second usage object can borrow. It may be understood that the number of the second usage objects is at least one, and the second resource units granted to any two second usage objects may be the same or different, which is not limited in the embodiment of the present application.
Optionally, the second resource credit characterizes an average resource credit granted to each second usage object. In this case, the second resource amount granted to any two second usage objects is the same.
It can be understood that the number of the resources borrowed by the second usage object is smaller than or equal to the second resource unit, and the ratio between the number of the resources borrowed by the second usage object and the second resource unit is a second ratio, and the ratio of the second usage object to the second resource unit is described by the second ratio.
In the embodiment of the present application, the second proportion is a quota usage rate of using the second resource quota by the second usage object. The proportion of the second usage object using the second resource amount at different times is different. That is, the second ratio is a parameter related to time. A time-weighted based logistic linear regression model may be employed to predict the second scale. That is, the second ratio is obtained by weighting, and the second ratio conforms to the distribution of the logarithmic function. Alternatively, the closer the time corresponding to the second ratio is to the reference time, the greater the weight in weighting, which can be expressed as:wherein t represents a reference time, t 0 And characterizing the time corresponding to the second proportion.
In the embodiment of the application, at least one of the number of the reference objects, the second index, the third index, the second resource unit and the second proportion can be input into a trained model, and the second resource number can be output through the model. Alternatively, the second resource amount is determined according to a calculation formula of "second resource amount=number of reference objects×second index×third index×second resource amount×second ratio".
It can be understood that the second index, the third index, the second resource amount, the second ratio, and the like are parameters that have a strong correlation with the number of resources borrowed by the second usage object, and are important parameters that affect the number of resources borrowed by the second usage object. By determining the second number of resources by means of these parameters, the accuracy of the second number of resources may be improved.
Step 204, determining a resource scheduling policy based on the first and second amounts of resources.
In the embodiment of the application, the first resource quantity is the resource quantity borrowed by the expiration setting time of the stock use object, and in addition, the electronic device can also acquire the resource quantity borrowed by the expiration reference time of the stock use object. Through the two resource quantity, the difference value of the resource quantity borrowed by the stock use object can be determined, so that the resource quantity required to be allocated or the resource quantity capable of being recovered is determined, and the resource scheduling strategy for the stock use object is determined.
The second resource amount is the amount of the resource borrowed by the increment usage object expiration setting time. Because the incremental usage object is a usage object newly added from the reference time to the set time, the number of resources to be allocated can be determined through the second number of resources, and the resource scheduling strategy for the incremental usage object is determined.
By respectively determining the resource scheduling strategies for the stock use objects and the increment use objects, the resource scheduling strategies are determined in a fine granularity mode, and the accuracy of the resource scheduling strategies is improved.
In a possible implementation manner, the method according to the embodiment of the present application further includes steps 205 to 206 (not shown in the figure). Optionally, steps 205 to 206 are performed before step 204.
In step 205, related data of a provisioning object, which is an object that provisions a resource, is acquired.
The embodiment of the application does not limit the content, the acquisition mode and the like of the related data of the provided object. Illustratively, the related data of the provisioning object is used to calculate the amount of resources provided by the provisioning object, including the amount of resources provided by the first usage object borrowing provisioning object, the amount of resources provided by the second usage object borrowing provisioning object, and so on. The related data of the object may be input data or predicted data by a model, a statistical algorithm, or the like, and the prediction method is not limited in the embodiment of the present application.
In step 206, a third resource amount is determined based on the related data of the providing object, wherein the third resource amount is the resource amount provided by the providing object for the deadline setting time.
In embodiments of the present application, there are a number of means for determining the third amount of resources based on the associated data of the provisioning object. For example, the relevant data for providing the object may be input into a trained model, through which the third resource amount is output, and the embodiment of the present application does not limit the structure, principle, etc. of the model. Alternatively, the third resource amount may be calculated based on the related data of the providing object by a calculation formula, which is described below and not described in detail herein.
By determining the third resource quantity, the resource quantity provided by the cut-off set time of the provided object is predicted in the aspect of providing the object, which is beneficial to perfecting the resource scheduling strategy and improving the accuracy of the resource scheduling strategy.
In a possible implementation a, the related data of the providing object includes at least one of a reference resource amount, a third proportion, a fourth proportion, a fifth proportion, and a sixth proportion. The following explanation of each parameter is omitted here. In this case, step 206 includes: a third number of resources is determined based on at least one of the reference number of resources, the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio.
In the embodiment of the application, the electronic equipment can acquire the reference resource quantity, and the reference resource quantity is the resource quantity borrowed by the second use object which is proved by the reference borrowing certificate by the set time. Optionally, the reference borrowed credential is a set number of borrowed credentials of the second use object, e.g., the reference borrowed credential is a first borrowed credential of the second use object. It will be appreciated that since the second use object returns all or part of the borrowed resources at any time, the number of resources demonstrated by the reference borrowing credential will vary with the number of resources returned by the second use object. In the embodiment of the application, the reference resource number can be obtained through prediction, and the prediction mode is not limited in the embodiment of the application, or the configured reference resource number can be obtained.
In the embodiment of the application, the first channel is a setting way of resource circulation, and the use object can borrow resources from the provision object through the first channel. Among the incremental usage objects (i.e., the second usage object), there is a usage object that is expected to borrow resources through the first channel, which may be referred to as a third usage object. The third ratio is a ratio between the number of third usage objects and the number of second usage objects. That is, the third ratio is a ratio between the number of third usage objects of the second usage objects that are expected to borrow the resource provided by the provision object through the first channel and the number of second usage objects. Optionally, the third ratio is a configured parameter, or the third ratio is a parameter predicted by the neural network model.
Since the third usage object is a usage object for which borrowing of resources through the first channel is expected, in the third usage object, there may be a part of the third usage object that does not succeed in borrowing of resources through the first channel. That is, all or part of the third usage objects, which are objects actually borrowing resources through the first channel, may be referred to as fourth usage objects, which are objects that successfully borrow resources through the first channel. The fourth ratio is a ratio between the number of fourth usage objects and the number of third usage objects. That is, the fourth ratio is a ratio between the number of fourth usage objects of the third usage objects that actually borrow the resource provided by the provision object through the first channel and the number of third usage objects. Optionally, the fourth ratio is a configured parameter, or the fourth ratio is a parameter obtained by prediction, and the prediction mode is not limited in the embodiment of the present application.
Typically, the electronic device may maintain a resource pool and a sink pool for a provisioning object. The resource pool is used for storing the existing resources of the providing objects, and all or part of the resources in the resource pool of one providing object can be transferred to another providing object. The receiving pool is used for receiving the transferred resources, and the resources transferred from one providing object to another providing object are stored in the receiving pool of the other providing object. A fifth ratio may be configured for the pool of resources of the provisioning object, the fifth ratio being a ratio between the number of resources the provisioning object may transfer to the number of resources the provisioning object. The number of resources of the providing object is the number of resources existing in the providing object. Optionally, the fifth proportion is a configured parameter, or the fifth proportion is a parameter obtained by prediction, and the prediction mode is not limited in the embodiment of the present application.
Typically, the same offering object may offer resources in at least one channel, and at least one offering object may offer resources in the same channel. Based on this, the total number of resources of the first channel includes resources provided by the at least one provisioning object in the first channel. For any one offered object, the ratio between the number of resources offered by the offered object in the first channel and the total number of resources in the first channel is referred to as a sixth ratio. That is, the sixth ratio is a ratio of the number of resources provided by the providing object in the first channel to the total number of resources in the first channel. Optionally, the sixth ratio is a configured parameter, or the sixth ratio is a parameter obtained by prediction, and the prediction mode is not limited in the embodiment of the present application.
In the embodiment of the application, at least one of the reference resource quantity, the third proportion, the fourth proportion, the fifth proportion and the sixth proportion can be input into a trained model, and the third resource quantity can be output through the model. Alternatively, the third resource amount is determined according to steps 2061 to 2063 (not shown) as shown below.
Optionally, the third resource amount is determined based on at least one of the reference resource amount, the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio, including steps 2061 to 2063.
Step 2061, determining a first difference between the second number of resources and the reference number of resources.
That is, the first difference=the second resource amount-the reference resource amount.
In the embodiment of the application, the reference resource quantity is the resource quantity borrowed by the second use object through the second channel. If the reference resource quantity is the borrowed resource quantity proved by the first set quantity borrowing certificate of the second use object, the first set quantity borrowing of the incremental use object needs to be borrowed through the second channel, and any borrowed resource after or before the first set quantity can be borrowed through the first channel or the second channel.
Alternatively, the first difference may characterize a maximum amount of resources that the offering object deadline sets for the second usage object needs to be offered at the first channel. By calculating the first difference value, it is advantageous to accurately calculate the amount of resources that need to be provided for the second usage object in the first channel to provide the object cut-off setting time.
Step 2062, determining a first sub-resource amount, which is an amount of resources provided by the second usage object borrowing provision object through the first channel at the second usage object cutoff setting time, based on the first difference value and at least one of the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio.
In the embodiment of the application, at least one of the third proportion, the fourth proportion, the fifth proportion and the sixth proportion and the first difference value can be input into a trained model, and the first sub-resource quantity is output through the model. Alternatively, the first number of sub-resources is determined according to a calculation formula of "first number of sub-resources=first difference×third ratio×fourth ratio×fifth ratio×sixth ratio".
Optionally, the first sub-resource number may also represent the number of resources that need to be provided for the second usage object in the first channel to provide the object deadline, and these resource numbers may also be the number of resources that the second usage object deadline borrows through the first channel. The accuracy of the first sub-resource number can be improved by determining the first sub-resource number by the first difference value.
Step 2063, determining a second sub-resource amount based on the second resource amount and the first sub-resource amount, the second sub-resource amount being an amount of resources provided by the second use object borrowing provision object through the second channel at the second use object expiration setting time, the second channel being a channel other than the first channel, the third resource amount including the first sub-resource amount and the second sub-resource amount.
In the embodiment of the present application, the second sub-resource number is determined based on a calculation formula of "second sub-resource number=second resource number-first sub-resource number". Since the accuracy of the first sub-resource number is higher, the accuracy of the second sub-resource number is also higher.
Optionally, the second sub-resource number is a resource number that needs to be provided for the second usage object in the second channel to provide the object deadline setting time, and the resource number may also be a resource number borrowed by the second usage object deadline setting time through the second channel. Wherein the second channel is a resource flow path other than the first channel.
It will be appreciated that the first channel is at least one and the second channel is at least one. The number of first sub-resources calculated in the manner of steps 2061 to 2062 corresponds to a first channel. And carrying out difference between the second resource quantity and the first sub-resource quantity corresponding to each first channel to obtain a difference value, and obtaining the second sub-resource quantity corresponding to each second channel based on the difference value and the second channel quantity.
In a possible implementation B, the related data of the providing object includes at least one of an initial resource amount, a seventh ratio, an eighth ratio, a fourth resource amount, a fifth resource amount, and a fifth ratio. The following description of each parameter is omitted herein. In this case, step 206 includes: the third number of resources is determined based on at least one of the initial number of resources, the seventh ratio, the eighth ratio, the fourth number of resources, the fifth number of resources, and the fifth ratio.
In the embodiment of the application, the first use object is an inventory use object, and the inventory use object borrows resources before the reference time. The time when the first usage object borrows the resource may be referred to as borrowing time, the borrowing time is time before the reference time, the first usage object may generate an initial borrowing credential when borrowing the resource at the borrowing time, and the resource borrowed by the first usage object at the borrowing time is proved through the initial borrowing credential. The electronic device may obtain the initial borrowing credential, thereby obtaining the number of resources borrowed by the first usage object at the borrowing time, and obtaining the initial number of resources.
That is, the initial resource amount is the amount of the resource borrowed by the first usage object at the borrowing time, which is the time when the first usage object borrows the resource provided by the providing object.
The first usage object may return all or part of the borrowed resources at any time after the borrowing time. Wherein a ratio between the number of resources returned by the first usage object and the initial number of resources may be referred to as a seventh ratio. That is, the seventh ratio is a ratio between the number of resources returned by the first usage object and the initial number of resources. Optionally, the seventh ratio is a configured ratio, or the seventh ratio is a ratio obtained by prediction, and the prediction manner is not limited in the embodiment of the present application.
Typically, the first use object may borrow resources from at least one provisioning object, and correspondingly, the first use object needs to return resources to at least one provisioning object. That is, the first usage object returned resource includes a resource where the first usage object provides object return to at least one. For any one of the provisioning objects, the ratio between the number of resources returned by the first usage object to the provisioning object and the number of resources returned by the first usage object is referred to as an eighth ratio. That is, the eighth ratio is a ratio between the number of resources of the first usage object return providing object and the number of resources of the first usage object return. Optionally, the eighth ratio is a configured ratio, or the eighth ratio is a ratio obtained by prediction, and the prediction manner is not limited in the embodiment of the present application.
Typically, the first use object may choose to borrow resources from any provisioning object. For any one of the first providing objects, if any one of the first using objects selects to borrow resources from the providing object, the first using object is a preferred supporting object of the providing object, and in the embodiment of the present application, the preferred supporting object may also be referred to as a fifth using object. The number of the resources borrowed by the fifth use object cut-off setting time is the fourth number of resources. That is, the fourth resource amount is the resource amount borrowed by the fifth usage object expiration setting time of the resource provided by the borrowing providing object selected by the first usage object. Optionally, the fourth resource number is a configured resource number, or the fourth resource number is a parameter obtained by prediction, and the prediction manner is not limited in the embodiment of the present application.
It is understood that any of the fifth use objects is one first use object, but one first use object may or may not be a fifth use object. Since the fifth usage object is an inventory usage object, the fifth usage object has borrowed resources before the reference time. In the embodiment of the application, the borrowing certificate existing before the reference time is called a first borrowing certificate, the first borrowing certificate can also be called an inventory borrowing certificate, and the number of resources borrowed by a fifth use object proved by the first borrowing certificate until the set time is called a fifth resource number. That is, the fifth resource amount is the resource amount borrowed by the fifth usage object as demonstrated by the first borrowing certificate, which is the borrowing certificate existing before the reference time. Optionally, the fifth number of resources is a configured number of resources, or the fifth number of resources is a parameter obtained by prediction, and the prediction manner is not limited in the embodiment of the present application.
In the embodiment of the application, at least one of the initial resource quantity, the seventh proportion, the eighth proportion, the fourth resource quantity, the fifth resource quantity and the fifth proportion can be input into a trained model, and the third resource quantity can be output through the model. Alternatively, the third resource amount is determined according to steps 2064 to 2065 (not shown) as shown below.
Optionally, the third number of resources is determined based on at least one of the reference number of resources, the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio, including steps 2064 to 2065.
Step 2064, determining a third sub-resource amount based on at least one of the initial resource amount, the seventh ratio, and the eighth ratio, the third sub-resource amount being an amount of resources provided by the first use object borrowed by the provision object at the set time as evidenced by the first borrowing credential.
In the embodiment of the application, at least one of the initial resource quantity, the seventh proportion and the eighth proportion can be input into a trained model, and the third sub-resource quantity is output through the model. Alternatively, the third sub-resource number is determined according to a calculation formula of "third sub-resource number=initial resource number× (1-seventh ratio) ×eighth ratio".
The third sub-resource amount is the amount of resources provided by the stock use object borrowed by the stock borrowing voucher up to the set time. The borrowing condition of the providing object aiming at the stock using object and the stock borrowing certificate can be reflected through the third sub-resource quantity, which is favorable for the providing object to determine the recoverable resource or the resource to be provided, thereby being convenient for the providing object to reasonably plan the resource.
Step 2065, determining a fourth sub-resource amount based on at least one of the fourth resource amount, the fifth resource amount, and the fifth ratio, the fourth sub-resource amount being an amount of resources provided by the first use object borrowed provision object up to the set time as evidenced by a second borrowing credential, the second borrowing credential being a borrowing credential newly added from the reference time to the set time, the third resource amount including a third sub-resource amount and a fourth sub-resource amount.
In the embodiment of the application, at least one of the fourth resource quantity, the fifth resource quantity and the fifth proportion can be input into a trained model, and the fourth sub-resource quantity is output through the model. Alternatively, the fourth sub-resource number is determined according to a calculation formula of "fourth sub-resource number= (fourth resource number-fifth resource number) ×fifth ratio".
The fourth sub-resource amount is the amount of resources provided by the first usage object borrowed by the second borrowing credential up to the set time. Since the second borrowing voucher is a borrowing voucher newly added from the reference time to the set time, the second borrowing voucher may be referred to as an incremental borrowing voucher, and the first usage object is an inventory usage object. The borrowing situation of the object for the stock use object and the increment borrowing certificate can be reflected through the fourth sub-resource quantity.
In general, the provisioning object that provisions the resources that are certified by the stock borrowing credential and the provisioning object that provisions the resources that are certified by the delta borrowing credential may be the same or may be different. And when the two provisioning objects are different, the provisioning object that provisions the resource that is certified by the stock borrowing voucher may transfer the resource certified by the stock borrowing voucher to the provisioning object that provisions the resource certified by the delta borrowing voucher. Based on the method, the fourth sub-resource quantity is beneficial to providing the resources which can be transferred or need to be provided by the object determination, so that the object can be provided to reasonably plan the resources.
In the embodiment of the present application, step 204 includes: a resource scheduling policy is determined based on the first, second, and third amounts of resources.
The above description has been made regarding the contents of determining the resource scheduling policy for the stock-use object based on the first resource amount, the resource scheduling policy for the incremental-use object based on the second resource amount, and the following description has been made regarding the contents of determining the resource scheduling policy for the provision object based on the third resource amount. Wherein the third number of resources includes at least one of a first number of sub-resources, a second number of sub-resources, a third number of sub-resources, and a fourth number of sub-resources. By dividing the third resource quantity into the first sub-resource quantity, the second sub-resource quantity, the third sub-resource quantity and the fourth sub-resource quantity, the resource scheduling of the provided object on different channels and different borrowing certificates is predicted in a fine granularity mode, and the accuracy of a resource scheduling strategy is improved.
The first sub-resource amount is an amount of resources provided by the incremental usage object cutoff setting time through the first channel borrowing provision object. By determining the first sub-resource quantity, the resource quantity which is required to be allocated to the first channel by the providing object can be determined, and the resource scheduling strategy aiming at the providing object and the first channel is determined.
The second sub-resource amount is the amount of resources provided by the incremental usage object cutoff set time through the second channel borrowing provision object. By determining the second sub-resource amount, the amount of resources that the provisioning object needs to allocate for the second channel can be determined, and determining the resource scheduling policy for the provisioning object and the second channel is achieved.
The third sub-resource amount is the amount of resources provided by the stock use object borrowed by the stock borrowing voucher up to the set time. The electronic device can acquire the number of the resources borrowed by the inventory use object deadline reference time proved by the inventory use certificate, and the number of the resources to be allocated or the number of the resources which can be recovered can be obtained through the difference value between the two resource numbers, so that the resource scheduling strategy for determining the inventory use certificate for the inventory use object is realized.
The fourth sub-resource amount is the amount of resources provided by the inventory use object borrowed by the provisioning object up to the set time as evidenced by the incremental borrowing credential. The inventory borrowing credential of the inventory use object and the delta borrowing credential of the inventory use object may correspond to the same or different provisioning objects. Optionally, if the inventory borrowing credential of the inventory use object and the increment borrowing credential of the inventory use object correspond to the same provisioning object, the fourth sub-resource quantity is a resource quantity to be allocated, and if the inventory borrowing credential of the inventory use object and the increment borrowing credential of the inventory use object correspond to different provisioning objects, the fourth sub-resource quantity is a resource quantity that can be transferred. The number of resources to be allocated or the number of resources to be transferred can be determined through the fourth sub-number of resources, and the resource scheduling strategy for determining the increment borrowing certificate for the inventory use object is realized.
In a possible implementation manner, the method according to the embodiment of the present application further includes steps 207 to 208 (not shown in the figure).
Step 207, obtaining the relevant data of the borrowed credential.
The embodiment of the application does not limit the content, the acquisition mode and the like of the related data of the borrowing certificate. Illustratively, the relevant data of the borrowing credential includes a seventh resource amount, a first set, etc., as mentioned below, which are not described in detail herein.
Step 208, determining a sixth resource amount based on the related data of the borrowing certificate, wherein the sixth resource amount is the amount of the borrowed resource by the usage object expiration setting time proven by the borrowing certificate.
In the embodiment of the application, a plurality of means for determining the sixth resource amount based on the related data of the borrowing certificate exist. For example, the data related to borrowing the credential may be input into a trained model, through which the sixth resource amount is output, and the embodiment of the present application does not limit the structure, principle, etc. of the model. Alternatively, the sixth resource amount may be calculated based on the data associated with the borrowed credential by a calculation formula, which is described below and not described in detail herein.
By determining the sixth resource quantity, the quantity of the resources borrowed by the set time of the object of use is predicted in the aspect of borrowing the certificate, which is beneficial to perfecting the resource scheduling strategy and improving the accuracy of the resource scheduling strategy.
In a possible implementation C, the related data of the borrowing certificate includes a seventh resource amount and a first set, and contents describing each parameter are described below and are not described herein. In this case, step 208 includes: a sixth number of resources is determined based on the seventh number of resources and the first set.
In the embodiment of the present application, the seventh resource amount is the resource amount borrowed by the first usage object expiration reference time as demonstrated by the first borrowing certificate. The first borrowing certificate is an existing borrowing certificate before the reference time, and belongs to the stock borrowing certificate.
In general, the first usage object generates the borrowing certificate when borrowing the resource, and the generation time of the borrowing certificate is borrowing time, and the first usage object can restore all or part of the resource at any time after borrowing the resource, so the number of the resources proved by the borrowing certificate varies along with the restoring number of the resource.
That is, the number of resources borrowed by the first decoy expiration reference time (i.e., the seventh number of resources) as evidenced by the first borrowing credential is less than or equal to the number of resources borrowed by the first decoy expiration borrowing time as evidenced by the first borrowing credential. The seventh resource amount is inversely related to the resource amount returned by the first usage object from the borrowing time to the reference time, i.e. the larger the resource amount returned by the first usage object from the borrowing time to the reference time is, the smaller the seventh resource amount is.
In the embodiment of the present application, the first set includes at least one return proportion, and any return proportion is a ratio between the number of resources returned by the first usage object in one return period and the number of resources borrowed by the first usage object by the occurrence time of the first borrowing certificate, and at least one return period is included between the occurrence time and the set time. Wherein, the "occurrence time of the first borrowing certificate" mentioned herein refers to the borrowing time.
It has been mentioned above that the first usage object can return all or part of the resource at any time after borrowing the resource. In the embodiment of the application, the time period from the occurrence time to the set time is divided into at least one return period, and the duration of any two return periods can be the same or different. For example, one return period is 24 hours (i.e., 1 day) long. For any return period, the ratio between the number of resources returned by the first use object in the return period and the number of resources borrowed by the first use object by the borrowing time proved by the first borrowing certificate is the return ratio corresponding to the return period, and can be recorded asCharacterizing the first use object during the return periodthe ratio between the number of returned resources within t and the number of borrowed resources by the first usage object by borrowing time i.
Next, a sixth number of resources is determined based on the seventh number of resources and the respective return proportions. Since the seventh number of resources corresponds to the first borrowing credential (i.e., inventory borrowing credential) and the first usage object (i.e., inventory usage object), the sixth number of resources may be characterized: the sixth resource amount may be referred to herein as a fifth sub-resource amount by the amount of resources borrowed by the first use object expiration setting time as evidenced by the first borrowing credential.
Alternatively, the sixth resource amount is determined according to the following formula (1).
Wherein x is t+n And characterizing the sixth resource quantity, and characterizing the quantity of the borrowed resources of the first use object cut-off set time t+n proved by the first borrowing certificate, wherein t is reference time.And characterizing a seventh resource quantity, and characterizing the resource quantity borrowed by the first usage object deadline reference time t proved by the first borrowing certificate, wherein i is the occurrence time of the first borrowing certificate. />(a) any one of values i+1 to t+n) characterizes a ratio between the number of resources returned by the first usage object in the return period a and the number of resources borrowed by the first usage object by the borrowing time i.
In another possible implementation, the number of first borrowed credentials is a plurality. In this case, after determining the sixth resource amount based on the seventh resource amount and the first set, steps S1 to S2 (not shown in the figure) are further included.
Step S1, the priority of each first borrowing certificate is obtained, and the priority of any first borrowing certificate characterizes the sequence of returning the number of resources proved by any first borrowing certificate by the first using object.
In the embodiment of the present application, since the first borrowing certificate is an existing borrowing certificate before the reference time. Therefore, the electronic device can acquire each borrowed credential of the first usage object with the reference time to acquire each first borrowed credential. The priority of each first borrowed credential is determined based on the time of occurrence of each first borrowed credential. Optionally, the priority of the first borrowed credential is positively correlated with the time of occurrence of the first borrowed credential. That is, the earlier the time of occurrence of the first borrowed credential, the higher the priority of the first borrowed credential. The higher the priority of the first borrowing credential, the more preferentially the first use object is to return the amount of resources that were demonstrated by the first borrowing credential.
Optionally, the first usage object expiration reference time existing borrowed credential set is: wherein (1)>Characterizing a priority of i, providing an object of d j Is a first borrowing credential.
And S2, determining an eighth resource quantity which characterizes the resource quantity provided by each providing object borrowed by the first using object deadline setting time based on the sixth resource quantity and the priority of each first borrowing certificate, wherein the eighth resource quantity is used for determining a resource scheduling strategy.
It is appreciated that since the number of first borrowing vouchers is plural, the sixth resource amount may characterize the amount of resources borrowed by the first usage object expiration set time as evidenced by the respective first borrowing vouchers. That is, the sixth resource amount includes the amount of resources borrowed by the first usage object expiration setting time as evidenced by the respective first borrowing credentials.
In the embodiment of the application, a first borrowing certificate corresponds to a providing object and a priority. Optionally, step S21 is performed to extract each first borrowing credential corresponding to any one of the provided objects from each first borrowing credential. Next, step S22 is executed to determine a reference borrowing credential from the first borrowing credentials corresponding to any one of the provided objects, where the reference borrowing credential may be determined randomly or may be specified manually. It is understood that the above step S21 and step S22 may be combined as follows: a reference borrowing credential is determined from each first borrowing credential, the reference borrowing credential being the first borrowing credential to which any one of the provisioning objects corresponds.
Then, step S23 is performed to determine, from among the respective first borrowed vouchers, the respective first borrowed vouchers having the priority level located after the priority level of the reference borrowed vouchers. Then, step S24 is executed to determine the amount of resources provided by any one of the providing objects borrowed by the first usage object expiration setting time based on the sixth amount of resources, each of the first borrowing certificates having a priority level subsequent to the priority level of the reference borrowing certificate, and the reference borrowing certificate.
If the number of resources provided by any one of the offering objects borrowed by the first usage object deadline set time satisfies the iteration end condition, an eighth number of resources is determined based on the number of resources provided by any one of the offering objects borrowed by the first usage object deadline set time, and the eighth number of resources includes the number of resources provided by each of the offering objects borrowed by the first usage object deadline set time.
If the number of resources provided by any one of the providing objects borrowed by the first usage object cutoff set time does not satisfy the iteration end condition, steps S22 to S24 are executed again until the number of resources provided by any one of the providing objects borrowed by the first usage object cutoff set time satisfies the iteration end condition. In this case, the eighth resource amount is determined based on the resource amount provided by any one of the providing objects borrowed by the first use object expiration setting time.
Alternatively, the implementation manner of step S22 to step S24 is formula (2) shown below.
Wherein, the liquid crystal display device comprises a liquid crystal display device,characterizing a borrowed offering d for a first usage object cutoff set time t+n j The number of resources provided. : =characterize iteration symbol, refer to +/generated per iteration >Is generated for last iteration +.>And updating to obtain the product. min represents a function symbol taking a minimum value. max represents the sign of the function taking the maximum value. X is x t+n And characterizing a sixth resource quantity, wherein the sixth resource quantity is characterized by the first use object which is proved by the first borrowing certificate and is borrowed by the first use object for a set time t+n, and the sixth resource quantity comprises the resource quantity provided by each provision object by the first use object. />Characterizing priority as y, providing object as d (may be d) j Or not d j ) The first usage object is expired by the amount of resources borrowed by the reference time t as evidenced by the first borrowing credential. />Characterizing a priority of i and providing an object of d j The first usage object is expired by the amount of resources borrowed by the reference time t as evidenced by the first borrowing credential. Wherein (1)>Is consulting borrowing credentials->Is a first borrowed credential having a priority level that is subsequent to the priority level of the reference borrowed credential.
The number of resources provided by any one of the providing objects borrowed by the first using object deadline setting time can reflect the number of resources required to be allocated by the providing object, so that the resource scheduling strategy aiming at the providing object is determined, and the accuracy of the resource scheduling strategy is improved.
Referring to fig. 4, fig. 4 is a schematic diagram of a resource return logic according to an embodiment of the present application. In the embodiment of the present application, the first borrowed credential set of the usage object expiration reference time includes a plurality of borrowed credentials, namely, borrowed credential 1 to borrowed credential n (n is a positive integer). One borrowing certificate corresponds to one providing object, and any two borrowing certificates can correspond to the same providing object or different providing objects. For example, borrowing credential 1 corresponds to provisioning object a, borrowing credential 2 corresponds to provisioning object B, and borrowing credential 3 corresponds to provisioning object a.
In the embodiment of the application, the first use object returns the resources according to the sequence from the early to the late of the occurrence time of the borrowing certificate. That is, the earlier the time of occurrence of the borrowing credential, the higher the priority of the borrowing credential, and the more preferentially the first usage object returns the amount of resources that are proved by the borrowing credential. That is, the return proportion can be predicted, and the number of resources returned can be predicted based on the return proportion by predicting the first usage object cut-off setting time. And determining the resource return quantity corresponding to each borrowing certificate based on the occurrence time of each borrowing certificate. Based on the resource return number corresponding to each borrowing certificate and the providing objects corresponding to each borrowing certificate, the resource number of each providing object can be summarized and returned.
In one possible implementation, the related data of the borrowing credential includes at least one of a first amount of resources granted to the first usage object, a first proportion of usage of the first amount of resources by the first usage object, an adjustment magnitude for adjusting the first amount of resources, a ninth proportion of usage adjustment magnitude by the first usage object, and so on. In this case, step 208 includes: a sixth number of resources is determined based on the first amount of resources, the first ratio, the adjustment magnitude, and the ninth ratio.
It should be noted that the first resource unit and the first ratio have been explained above, and are not described herein. Alternatively, because the first usage object is an inventory usage object, the electronic device may obtain a first amount of resources granted to the first usage object by the expiration reference time and a first proportion of the first amount of resources used by the first usage object by the expiration reference time.
In addition, the electronic device may further obtain an adjustment range for adjusting the first resource unit, where the adjustment range may be a positive number or a negative number. Optionally, the adjustment amplitude is configured data, or the adjustment service is data obtained by prediction, and the prediction mode is not limited herein.
In addition, the electronic device may further acquire a ninth scale, which is a scale of the first usage object usage adjustment amplitude. Optionally, the ninth ratio is a parameter configured, or the ninth ratio is a parameter obtained by prediction, and the prediction mode is not limited herein.
In the embodiment of the present application, the sixth resource amount may be determined based on the first resource amount, the first proportion, the adjustment range, and the ninth proportion. Wherein the sixth resource amount characterizes the amount of resources borrowed by the first usage object expiration setting time as evidenced by the second borrowing credential, where the sixth resource amount may be referred to as a sixth sub-resource amount. Alternatively, the sixth resource amount is determined according to the following formula (3).
Wherein y is t Characterizing a first usage object deadline reference time t borrowed resourcesNumber of parts. c i The resource quota granted to the first usage object when the first usage object borrows resources at borrowing time i may also be referred to as a first resource quota.Characterizing a first use object borrowing resources at borrowing time i and using c at deadline t-i+n i I.e. the first ratio. ΔC The adjustment amplitude of the adjustment of the first resource credit at the adjustment time tΔ is characterized. / >A ninth ratio of the use of the adjustment amplitude within the adjustment time tΔ to the reference time t is characterized. />The method comprises the steps of representing the quantity of resources borrowed by a first use object deadline t-i+n, which is proved by a first borrowing certificate, wherein the occurrence time of the first borrowing certificate is i, namely the first use object generates the first borrowing certificate when borrowing the resources at borrowing time i, and the first borrowing certificate exists before reference time t. />The amount of the resource borrowed by the first usage object, which is proved by the increment borrowing certificate (namely the second borrowing certificate), is represented by the preset time n, and the increment borrowing certificate is a newly added borrowing certificate from the reference time t to the preset time n. That is to say +>The sixth number of resources may be characterized.
It will be appreciated that the number of resources borrowed by any one first use subject expiration setting includes the number of resources borrowed by the first use subject expiration setting as evidenced by a first borrowing credential and the number of resources borrowed by the first use subject expiration setting as evidenced by a second borrowing credential.
Referring to fig. 5, fig. 5 is a schematic diagram of a first usage object borrowing amount of resources according to an embodiment of the present application. In the embodiment of the application, the amount of the resources borrowed by the first use object expiration setting time which is proved by the second borrowing certificate (namely the increment borrowing certificate) can be predicted based on the limit use rate, and the amount of the resources borrowed by the first use object expiration setting time which is proved by the first borrowing certificate (namely the stock borrowing certificate) can be predicted based on the return proportion, so that the amount of the resources borrowed by the first use object expiration setting time can be obtained.
In yet another possible implementation, the sixth quantity of resources characterizes a quantity of resources borrowed by the second usage object expiration set time as evidenced by the second borrowing credential, where the sixth quantity of resources may be referred to as a seventh sub-quantity of resources. Since the second usage object is a usage object newly added from the reference time to the set time, the borrowed certificates of the second usage object are the second borrowed certificates. Based on this, the sixth resource number is the same as the second resource number mentioned above, and the determination principle of the sixth resource number and the second resource number are similar, and will not be described herein.
Alternatively, the sixth resource amount is determined according to the following formula (4).
Wherein, the liquid crystal display device comprises a liquid crystal display device,and characterizing the sixth resource quantity, and characterizing the resource quantity borrowed by a second use object which is proved by a second borrowing certificate by the set time n, wherein the second borrowing certificate is a newly added borrowing certificate from the reference time t to the set time n. w represents a white list for storing reference objects. m is m w The number of reference objects is characterized. />Characterizing a second index, characterizing a push to a reference object in the white list wIn the case of the recommendation setting program, the reference object cutoff setting time i-t w Borrowing resources by a setup procedure, where t w The recommended time for the setup procedure is characterized. />Characterizing a third index for characterizing a reference object cut-off setting time i-t without recommending a setting program to the reference object in the white list w w Borrowing resources by the setup procedure. />Characterizing a second resource credit granted to a second usage object at time t+i, wherein the second usage object is a reference object in the white list w, < >>And characterizing the second proportion, and characterizing the proportion of the second usage object using the second resource unit.
Referring to fig. 6, fig. 6 is a schematic diagram illustrating a resource amount borrowed by an incremental usage object according to an embodiment of the present application. In the embodiment of the application, the putting stage of the white list comprises a putting scale and a putting time. The delivery scale corresponds to the number of the reference objects, and the delivery time corresponds to the recommended time of the set program. The conversion phase is entered after putting the whitelist. The conversion stage corresponds to the second index and the third index. In addition, there is a credit stage, which corresponds to the second proportion and the second resource quantity. These parameters are predicted data and/or historical data. Based on these parameters, the number of resources borrowed by the incremental usage object may be determined, which are also the number of resources the provisioning object needs to allocate, including the number of resources the provisioning object allocates in the first channel and the number of resources the provisioning object allocates in the second channel.
In the embodiment of the present application, step 204 includes: a resource scheduling policy is determined based on the first number of resources, the second number of resources, and the sixth number of resources.
The above describes the contents regarding determining the resource scheduling policy for the stock use object based on the first resource amount, determining the resource scheduling policy for the incremental use object based on the second resource amount, and the following describes the contents of determining the resource scheduling policy in terms of borrowing vouchers based on the sixth resource amount. Wherein the sixth number of resources includes at least one of a fifth number of sub-resources, a sixth number of sub-resources, and a seventh number of sub-resources. The sixth resource quantity is divided into the fifth sub-resource quantity, the sixth sub-resource quantity and the seventh sub-resource quantity, so that the resource quantity borrowed by different use objects proved by different borrowing certificates can be determined in a fine granularity, and the accuracy of a resource scheduling strategy can be improved.
Wherein the fifth sub-resource quantity characterizes the quantity of resources borrowed by the first usage object expiration set time as evidenced by the first borrowing credential. Because the first borrowing certificate is an inventory borrowing certificate and the first use object is an inventory use object, the number of the resources borrowed by the expiration setting time proved by the inventory borrowing certificate of the inventory use object can be determined through the number of the fifth sub-resources. In addition, the electronic device can also obtain the number of the resources borrowed by the deadline reference time proved by the stock borrowing certificate of the stock use object, and the number of the resources to be allocated or the number of the resources which can be recovered can be obtained through the difference value between the two numbers of the resources, so that the resource scheduling strategy of the stock borrowing certificate aiming at the stock use object is determined.
The sixth sub-resource quantity characterizes the quantity of resources borrowed by the first usage object expiration set time as evidenced by the second borrowing credential. Since the second borrowing credential is an incremental borrowing credential, and the inventory borrowing credential of the inventory use object and the incremental borrowing credential of the inventory use object may correspond to the same or different provisioning objects. Thus, by the sixth sub-resource amount, the amount of resources that need to be allocated or the amount of resources that can be transferred can be determined, thereby determining the resource scheduling policy of the incremental borrowing credential for the inventory usage object.
The seventh sub-resource amount characterizes an amount of resources borrowed by the second usage object expiration set time as evidenced by the second borrowing credential. The number of resources to be allocated may be determined by the seventh number of sub-resources, thereby determining a resource scheduling policy for the incremental borrowing credential for the incremental usage object.
It should be noted that, the information (including but not limited to user equipment information, user personal information, etc.), data (including but not limited to data for analysis, stored data, displayed data, etc.) and signals related to the present application are all authorized by the user or are fully authorized by the parties, and the collection, use and processing of the related data need to comply with the relevant laws and regulations and standards of the relevant region. For example, the related data of the first usage object, the related data of the second usage object, the related data of the providing object, the related data of the borrowing certificate, and the like, which are related to the present application, are all acquired under the condition of sufficient authorization.
In the above method, on the one hand, a first resource amount is determined based on the related data of the first usage object existing before the reference time, where the first resource amount is the amount of the resource borrowed by the first usage object expiration setting time. On the other hand, a second resource amount is determined based on the related data of the second usage object newly added within the reference time to the set time, the second resource amount being the amount of the resource borrowed by the second usage object by the set time. By determining the first resource quantity and the second resource quantity, the method and the device realize fine-grained prediction of the resource quantity borrowed by different objects, improve the accuracy of the resource quantity, and enable the accuracy of the resource scheduling strategy determined based on the first resource quantity and the second resource quantity to be higher.
The method of the embodiments of the present application is illustrated above from the perspective of method steps, and is further described below in conjunction with fig. 7. Fig. 7 is a frame diagram of a resource scheduling policy according to an embodiment of the present application, where the frame diagram is divided into a logical disassembly portion and a service application portion. For the logical disassembly part, the contents of the increment borrowing certificate of the increment use object, the increment borrowing certificate of the inventory use object and the inventory use object inventory borrowing certificate can be logically disassembled, and the contents of the three aspects and the contents of the corresponding business application part are described one by one.
First, the content of the delta borrowing voucher using the object delta is introduced. In the embodiment of the present application, the incremental usage object corresponds to the second usage object mentioned above, and the incremental borrowing credential corresponds to the second borrowing credential mentioned above. The number of reference objects, the second resource amount, the second proportion and other influencing factors (such as the second index and/or the third index mentioned above) can be obtained, the number of resources borrowed by the increment usage object expiration setting time proved by the increment borrowing certificate is determined based on the obtained data, and the calculation mode can be seen in the calculation mode of the second resource amount mentioned above, which is not repeated here.
Optionally, the amount of resources borrowed by the incremental usage object expiration set time as evidenced by the incremental borrowing credential is the amount of resources that need to be allocated. Alternatively, the number of resources to be allocated includes the number of resources to be allocated in the first channel and the number of resources to be allocated in the second channel. Alternatively, the first channel includes a plurality of providing objects, and the time (corresponding to the distribution time), the proportion (corresponding to the distribution proportion), the passing rate, and the like of each extracting object when the first channel provides the number of resources can be described by the distribution information of the first channel.
Next, the contents of the inventory use object delta borrowing voucher are introduced. In the embodiment of the present application, the stock use object corresponds to the first use object mentioned above. The number of inventory use objects, the first proportion, the first resource amount, and the number of resources borrowed by the inventory use object expiration set time as evidenced by the inventory borrowing credential may be obtained. Based on the acquired data, determining the quantity of resources borrowed by the expiration setting time of the stock use object proved by the increment borrowing certificate, wherein the calculation mode can be as follows: the number of stock use objects x the first proportion x the first resource amount-the number of resources borrowed by the stock use object expiration set time as evidenced by the stock borrowing voucher = the number of resources borrowed by the stock use object expiration set time as evidenced by the delta borrowing voucher.
Optionally, the amount of resources borrowed by the inventory use object expiration setting time as evidenced by the delta borrowing credential is the amount of resources that can be transferred. The transfer of the resource can be transferred between the first channel and the second channel, and the first channel corresponds to a plurality of providing objects. That is, the transfer of resources may be transferred before the plurality of providing objects corresponding to the second channel and the first channel.
Thereafter, the contents of the stock use object stock borrowing voucher are introduced. In the embodiment of the present application, the stock borrowing credential corresponds to the first borrowing credential mentioned above. The return proportion between the quantity of the resources borrowed by the inventory use object cut-off reference time and the quantity of the returned resources and the quantity of the resources borrowed by the inventory use object cut-off reference time can be obtained, and the calculation formula is adopted: the inventory usage object expiration reference time borrowed resource quantity× (1-return ratio) =the inventory usage object expiration set time borrowed resource quantity as evidenced by the inventory borrowing credential.
Alternatively, the number of resources to be recovered or the number of resources to be allocated may be obtained by the number of resources borrowed by the stock use object expiration setting time as demonstrated by the stock borrowing voucher, thereby obtaining the number of resources to be recovered through the second channel or the number of resources to be allocated in the second channel, the number of resources to be recovered through each providing object in the first channel or the number of resources to be allocated in the first channel by each providing object, and the like.
Through dividing the use objects into stock use objects and increment use objects and dividing the borrowing certificates into stock borrowing certificates and increment borrowing certificates, the method realizes fine-grained determination of the quantity of resources borrowed by different use objects proved by different borrowing certificates, is favorable for better determining resource scheduling strategies and improves the accuracy of the resource scheduling strategies.
Table 1 below shows the average absolute percentage error (Mean Absolute Percentage Error, MAPE) of the number of resources borrowed for the inventory use object, and the scheduling of resources by the plurality of provisioning objects provided in accordance with an embodiment of the present application. Wherein M represents a reference time, and M+N (N is any positive integer from 1 to 7) represents a set time.
TABLE 1
As shown in Table 1, MAPE of each provided object is within 10%, which illustrates that the method provided by the embodiment of the application can improve accuracy of the resource scheduling policy.
Fig. 8 is a schematic structural diagram of a device for determining a resource scheduling policy according to an embodiment of the present application, where, as shown in fig. 8, the device includes:
an obtaining module 801, configured to obtain related data of a first usage object and related data of a second usage object, where the first usage object is an object that has already borrowed resources before a reference time, and the second usage object is an object that has newly added borrowed resources within a time from the reference time to a set time;
a determining module 802, configured to determine, based on the related data of the first usage object, a first resource amount, where the first resource amount is an amount of resources borrowed by the first usage object by setting a deadline;
A determining module 802, configured to determine, based on the related data of the second usage object, a second resource amount, where the second resource amount is an amount of resources borrowed by the second usage object by setting a deadline;
the determining module 802 is further configured to determine a resource scheduling policy based on the first number of resources and the second number of resources.
In one possible implementation, the related data of the first usage object includes at least one of a number of the first usage objects, a first amount of resources granted to the first usage object, a first index for characterizing an effect by adjusting the first amount of resources, a first proportion of the first amount of resources used by the first usage object;
a determining module 802 is configured to determine a first number of resources based on at least one of the first number of objects of use, the first amount of resources, the first index, and the first ratio.
In one possible implementation, the related data of the second usage object includes at least one of a number of reference objects, a second index, a third index, a second amount of resources granted to the second usage object, a second proportion of the second usage object using the second amount of resources;
a determining module 802, configured to determine a second resource amount based on at least one of the number of reference objects, the second index, the third index, the second resource amount, and the second proportion;
The reference object is an object capable of borrowing resources, the second index is used for representing a situation that the reference object deadline is used for borrowing resources through a setting program when the setting program is recommended to the reference object, the setting program is used for providing a borrowing interface of the resources, and the third index is used for representing a situation that the reference object deadline is used for borrowing the resources through the setting program when the setting program is not recommended to the reference object.
In a possible implementation manner, the obtaining module 801 is further configured to obtain related data of a providing object, where the providing object is an object that provides a resource;
a determining module 802, configured to determine, based on the related data of the providing object, a third resource amount, where the third resource amount is an amount of resources provided by the providing object for a deadline setting time;
a determining module 802 is configured to determine a resource scheduling policy based on the first number of resources, the second number of resources, and the third number of resources.
In one possible implementation, the related data of the providing object includes at least one of a reference resource amount, a third proportion, a fourth proportion, a fifth proportion, and a sixth proportion;
a determining module 802, configured to determine a third resource amount based on at least one of the reference resource amount, the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio;
The reference resource quantity is the resource quantity borrowed by the second use object which is proved by the reference borrowing certificate through the expiration setting time; the third ratio is a ratio between a number of third usage objects of the second usage objects that are expected to borrow the resource provided by the provision object through the first channel and a number of second usage objects; the fourth ratio is a ratio between the number of fourth usage objects of the third usage objects that actually borrow the resources provided by the provision objects through the first channel; the fifth ratio is a ratio between the number of resources that the provisioning object can transfer and the number of resources that the provisioning object; the sixth ratio is a ratio of the number of resources offered by the offering object in the first channel to the total number of resources in the first channel.
In one possible implementation, a determining module 802 is configured to determine a first difference between the second number of resources and the reference number of resources; determining a first sub-resource amount based on a first difference value and at least one of the third proportion, the fourth proportion, the fifth proportion and the sixth proportion, wherein the first sub-resource amount is the resource amount provided by the second use object through the first channel borrowing provision object at the set cut-off time of the second use object; and determining a second sub-resource amount based on the second resource amount and the first sub-resource amount, wherein the second sub-resource amount is the resource amount provided by the second use object borrowing provision object through the second channel at the second use object cut-off setting time, the second channel is a channel except the first channel, and the third resource amount comprises the first sub-resource amount and the second sub-resource amount.
In one possible implementation, the providing the related data of the object includes at least one of an initial resource amount, a seventh ratio, an eighth ratio, a fourth resource amount, a fifth resource amount, and a fifth ratio;
a determining module 802 configured to determine a third resource amount based on at least one of the initial resource amount, the seventh ratio, the eighth ratio, the fourth resource amount, the fifth resource amount, and the fifth ratio;
wherein the initial resource quantity is the resource quantity borrowed by the first use object at the borrowing time; the borrowing time is the time when the first usage object borrows the resource provided by the providing object; the seventh ratio is a ratio between the number of resources returned by the first usage object and the initial number of resources; an eighth ratio is a ratio between the number of resources of the first usage object return providing object and the number of resources of the first usage object return; the fourth resource quantity is the resource quantity borrowed by the fifth use object cut-off setting time of the resource provided by the borrowing providing object in the first use object; the fifth resource quantity is the resource quantity borrowed by the fifth use object proved by the first borrowing certificate until the set time; the first borrowing credential is an existing borrowing credential prior to the reference time.
In one possible implementation, the determining module 802 is configured to determine, based on at least one of the initial resource amount, the seventh proportion, and the eighth proportion, a third sub-resource amount, where the third sub-resource amount is an amount of resources provided by the first usage object borrowed by the first borrowing credential up to the set time period; determining a fourth sub-resource amount based on at least one of the fourth resource amount, the fifth resource amount, and the fifth ratio, the fourth sub-resource amount being an amount of resources provided by the first use object borrowed provision object up to the set time as evidenced by a second borrowing voucher, the second borrowing voucher being a borrowing voucher newly added within the reference time to the set time, the third resource amount including a third sub-resource amount and a fourth sub-resource amount.
In one possible implementation, the obtaining module 801 is further configured to obtain related data of the borrowed credential;
the determining module 802 is further configured to determine, based on the related data of the borrowing credential, a sixth resource amount, where the sixth resource amount is an amount of resources borrowed by the object expiration setting time as demonstrated by the borrowing credential;
a determining module 802 is configured to determine a resource scheduling policy based on the first resource number, the second resource number, and the sixth resource number.
In one possible implementation, the data related to borrowing the credential includes a seventh number of resources and the first set;
a determining module 802 for determining a sixth number of resources based on the seventh number of resources and the first set;
the seventh resource quantity is the resource quantity borrowed by the first usage object deadline reference time proved by the first borrowing certificate; the first set includes at least one return proportion, any return proportion being a ratio between a number of resources returned by the first use object within one return period and a number of resources borrowed by the first use object by an occurrence time of the first borrowing voucher, the occurrence time including at least one return period to a set time.
In one possible implementation, the number of first borrowed credentials is a plurality;
the obtaining module 801 is further configured to obtain priorities of the first borrowing certificates, where the priority of any one of the first borrowing certificates characterizes an order in which the first usage object returns the number of resources proved by any one of the first borrowing certificates;
the determining module 802 is further configured to determine, based on the sixth resource amount and the priority of each first borrowing credential, an eighth resource amount, where the eighth resource amount characterizes the resource amount provided by each providing object borrowed by the first usage object deadline setting time, and the eighth resource amount is used to determine a resource scheduling policy.
In one possible implementation, the relevant data of the borrowing credential includes at least one of a first resource amount granted to the first usage object, a first proportion of the first usage object using the first resource amount, an adjustment magnitude for adjusting the first resource amount, a ninth proportion of the first usage object using the adjustment magnitude, and so on;
a determining module 802 is configured to determine the sixth resource amount based on the first resource amount, the first proportion, the adjustment amplitude, and the ninth proportion.
In the above apparatus, on the one hand, a first resource amount is determined based on the related data of the first usage object existing before the reference time, the first resource amount being the amount of the resource borrowed by the first usage object expiration setting time. On the other hand, a second resource amount is determined based on the related data of the second usage object newly added within the reference time to the set time, the second resource amount being the amount of the resource borrowed by the second usage object by the set time. By determining the first resource quantity and the second resource quantity, the method and the device realize fine-grained prediction of the resource quantity borrowed by different objects, improve the accuracy of the resource quantity, and enable the accuracy of the resource scheduling strategy determined based on the first resource quantity and the second resource quantity to be higher.
It should be understood that, in implementing the functions of the apparatus provided in fig. 8, only the division of the functional modules is illustrated, and in practical application, the functional modules may be allocated to different functional modules according to needs, that is, the internal structure of the apparatus is divided into different functional modules to complete all or part of the functions described above. In addition, the apparatus and the method embodiments provided in the foregoing embodiments belong to the same concept, and specific implementation processes of the apparatus and the method embodiments are detailed in the method embodiments and are not repeated herein.
Fig. 9 shows a block diagram of a terminal device 900 according to an exemplary embodiment of the present application. The terminal device 900 includes: a processor 901 and a memory 902.
Processor 901 may include one or more processing cores, such as a 4-core processor, an 8-core processor, and the like. The processor 901 may be implemented in at least one hardware form of DSP (Digital Signal Processing ), FPGA (Field-Programmable Gate Array, field programmable gate array), PLA (Programmable Logic Array ). The processor 901 may also include a main processor and a coprocessor, the main processor being a processor for processing data in an awake state, also referred to as a CPU (Central Processing Unit ); a coprocessor is a low-power processor for processing data in a standby state. In some embodiments, the processor 901 may integrate a GPU (Graphics Processing Unit, image processor) for taking care of rendering and drawing of content that the display screen needs to display. In some embodiments, the processor 901 may also include an AI (Artificial Intelligence ) processor for processing computing operations related to machine learning.
The memory 902 may include one or more computer-readable storage media, which may be non-transitory. The memory 902 may also include high-speed random access memory, as well as non-volatile memory, such as one or more magnetic disk storage devices, flash memory storage devices. In some embodiments, a non-transitory computer readable storage medium in memory 902 is used to store at least one computer program for execution by processor 901 to implement the method of determining a resource scheduling policy provided by an embodiment of the method in the present application.
In some embodiments, the terminal device 900 may further optionally include: a peripheral interface 903, and at least one peripheral. The processor 901, memory 902, and peripheral interface 903 may be connected by a bus or signal line. The individual peripheral devices may be connected to the peripheral device interface 903 via buses, signal lines, or circuit boards. Specifically, the peripheral device includes: at least one of radio frequency circuitry 904, a display 905, a camera assembly 906, audio circuitry 907, and a power source 908.
The peripheral interface 903 may be used to connect at least one peripheral device associated with an I/O (Input/Output) to the processor 901 and the memory 902. In some embodiments, the processor 901, memory 902, and peripheral interface 903 are integrated on the same chip or circuit board; in some other embodiments, either or both of the processor 901, the memory 902, and the peripheral interface 903 may be implemented on separate chips or circuit boards, which is not limited in this embodiment.
The Radio Frequency circuit 904 is configured to receive and transmit RF (Radio Frequency) signals, also known as electromagnetic signals. The radio frequency circuit 904 communicates with a communication network and other communication devices via electromagnetic signals. The radio frequency circuit 904 converts an electrical signal into an electromagnetic signal for transmission, or converts a received electromagnetic signal into an electrical signal. Optionally, the radio frequency circuit 904 includes: antenna systems, RF transceivers, one or more amplifiers, tuners, oscillators, digital signal processors, codec chipsets, subscriber identity module cards, and so forth. The radio frequency circuit 904 may communicate with other terminals via at least one wireless communication protocol. The wireless communication protocol includes, but is not limited to: the world wide web, metropolitan area networks, intranets, generation mobile communication networks (2G, 3G, 4G, and 5G), wireless local area networks, and/or WiFi (Wireless Fidelity ) networks. In some embodiments, the radio frequency circuit 904 may also include NFC (Near Field Communication ) related circuits, which the present application is not limited to.
The display 905 is used to display a UI (User Interface). The UI may include graphics, text, icons, video, and any combination thereof. When the display 905 is a touch display, the display 905 also has the ability to capture touch signals at or above the surface of the display 905. The touch signal may be input as a control signal to the processor 901 for processing. At this time, the display 905 may also be used to provide virtual buttons and/or a virtual keyboard, also referred to as soft buttons and/or a soft keyboard. In some embodiments, the display 905 may be one and disposed on the front panel of the terminal device 900; in other embodiments, the display 905 may be at least two, respectively disposed on different surfaces of the terminal device 900 or in a folded design; in other embodiments, the display 905 may be a flexible display disposed on a curved surface or a folded surface of the terminal device 900. Even more, the display 905 may be arranged in an irregular pattern other than rectangular, i.e., a shaped screen. The display 905 may be made of LCD (Liquid Crystal Display ), OLED (Organic Light-Emitting Diode) or other materials.
The camera assembly 906 is used to capture images or video. Optionally, the camera assembly 906 includes a front camera and a rear camera. Typically, the front camera is disposed on the front panel of the terminal and the rear camera is disposed on the rear surface of the terminal. In some embodiments, the at least two rear cameras are any one of a main camera, a depth camera, a wide-angle camera and a tele camera, so as to realize that the main camera and the depth camera are fused to realize a background blurring function, and the main camera and the wide-angle camera are fused to realize a panoramic shooting and Virtual Reality (VR) shooting function or other fusion shooting functions. In some embodiments, camera assembly 906 may also include a flash. The flash lamp can be a single-color temperature flash lamp or a double-color temperature flash lamp. The dual-color temperature flash lamp refers to a combination of a warm light flash lamp and a cold light flash lamp, and can be used for light compensation under different color temperatures.
The audio circuit 907 may include a microphone and a speaker. The microphone is used for collecting sound waves of users and the environment, converting the sound waves into electric signals, and inputting the electric signals to the processor 901 for processing, or inputting the electric signals to the radio frequency circuit 904 for voice communication. For purposes of stereo acquisition or noise reduction, a plurality of microphones may be respectively disposed at different positions of the terminal device 900. The microphone may also be an array microphone or an omni-directional pickup microphone. The speaker is used to convert electrical signals from the processor 901 or the radio frequency circuit 904 into sound waves. The speaker may be a conventional thin film speaker or a piezoelectric ceramic speaker. When the speaker is a piezoelectric ceramic speaker, not only the electric signal can be converted into a sound wave audible to humans, but also the electric signal can be converted into a sound wave inaudible to humans for ranging and other purposes. In some embodiments, the audio circuit 907 may also include a headphone jack.
The power supply 908 is used to power the various components in the terminal device 900. The power source 908 may be alternating current, direct current, disposable or rechargeable. When the power source 908 comprises a rechargeable battery, the rechargeable battery may be a wired rechargeable battery or a wireless rechargeable battery. The wired rechargeable battery is a battery charged through a wired line, and the wireless rechargeable battery is a battery charged through a wireless coil. The rechargeable battery may also be used to support fast charge technology.
In some embodiments, the terminal device 900 also includes one or more sensors 909. The one or more sensors 909 include, but are not limited to: acceleration sensor 911, gyro sensor 912, pressure sensor 913, optical sensor 914, and proximity sensor 915.
The acceleration sensor 911 can detect the magnitudes of accelerations on three coordinate axes of the coordinate system established with the terminal device 900. For example, the acceleration sensor 911 may be used to detect components of gravitational acceleration in three coordinate axes. The processor 901 may control the display 905 to display the user interface in a landscape view or a portrait view according to the gravitational acceleration signal acquired by the acceleration sensor 911. The acceleration sensor 911 may also be used for the acquisition of motion data of a game or a user.
The gyro sensor 912 may detect a body direction and a rotation angle of the terminal device 900, and the gyro sensor 912 may collect a 3D motion of the user to the terminal device 900 in cooperation with the acceleration sensor 911. The processor 901 may implement the following functions according to the data collected by the gyro sensor 912: motion sensing (e.g., changing UI according to a tilting operation by a user), image stabilization at shooting, game control, and inertial navigation.
The pressure sensor 913 may be provided at a side frame of the terminal device 900 and/or at a lower layer of the display 905. When the pressure sensor 913 is provided at a side frame of the terminal device 900, a grip signal of the user to the terminal device 900 may be detected, and the processor 901 performs left-right hand recognition or shortcut operation according to the grip signal collected by the pressure sensor 913. When the pressure sensor 913 is provided at the lower layer of the display 905, the processor 901 performs control of the operability control on the UI interface according to the pressure operation of the user on the display 905. The operability controls include at least one of a button control, a scroll bar control, an icon control, and a menu control.
The optical sensor 914 is used to collect the ambient light intensity. In one embodiment, processor 901 may control the display brightness of display 905 based on the intensity of ambient light collected by optical sensor 914. Specifically, when the ambient light intensity is high, the display luminance of the display screen 905 is turned up; when the ambient light intensity is low, the display luminance of the display panel 905 is turned down. In another embodiment, the processor 901 may also dynamically adjust the shooting parameters of the camera assembly 906 based on the ambient light intensity collected by the optical sensor 914.
A proximity sensor 915, also referred to as a distance sensor, is typically provided on the front panel of the terminal device 900. The proximity sensor 915 is used to collect the distance between the user and the front of the terminal device 900. In one embodiment, when the proximity sensor 915 detects that the distance between the user and the front surface of the terminal apparatus 900 gradually decreases, the processor 901 controls the display 905 to switch from the bright screen state to the off screen state; when the proximity sensor 915 detects that the distance between the user and the front surface of the terminal apparatus 900 gradually increases, the processor 901 controls the display 905 to switch from the off-screen state to the on-screen state.
It will be appreciated by those skilled in the art that the structure shown in fig. 9 is not limiting and that more or fewer components than shown may be included or certain components may be combined or a different arrangement of components may be employed.
Fig. 10 is a schematic structural diagram of a server according to an embodiment of the present application, where the server 1000 may have a relatively large difference due to different configurations or performances, and may include one or more processors 1001 and one or more memories 1002, where the one or more memories 1002 store at least one computer program, and the at least one computer program is loaded by the one or more processors 1001 and executed to implement the method for determining a resource scheduling policy provided in each method embodiment, and the processor 1001 is a CPU. Of course, the server 1000 may also have a wired or wireless network interface, a keyboard, an input/output interface, and other components for implementing the functions of the device, which are not described herein.
In an exemplary embodiment, there is also provided a computer readable storage medium having stored therein at least one computer program loaded and executed by a processor to cause an electronic device to implement a method of determining any one of the resource scheduling policies described above.
Alternatively, the above-mentioned computer readable storage medium may be a Read-Only Memory (ROM), a random access Memory (Random Access Memory, RAM), a Read-Only optical disk (CD-ROM), a magnetic tape, a floppy disk, an optical data storage device, and the like.
In an exemplary embodiment, there is also provided a computer program, which is at least one computer program, loaded and executed by a processor, to cause an electronic device to implement a method for determining any of the above-mentioned resource scheduling policies.
In an exemplary embodiment, there is also provided a computer program product having at least one computer program stored therein, the at least one computer program being loaded and executed by a processor to cause an electronic device to implement a method of determining any of the above-mentioned resource scheduling policies.
It should be understood that references herein to "a plurality" are to two or more. "and/or", describes an association relationship of an association object, and indicates that there may be three relationships, for example, a and/or B, and may indicate: a exists alone, A and B exist together, and B exists alone. The character "/" generally indicates that the context-dependent object is an "or" relationship.
The foregoing embodiment numbers of the present application are merely for the purpose of description, and do not represent the advantages or disadvantages of the embodiments.
The above embodiments are merely exemplary embodiments of the present application and are not intended to limit the present application, any modifications, equivalent substitutions, improvements, etc. that fall within the principles of the present application should be included in the scope of the present application.

Claims (16)

1. A method for determining a resource scheduling policy, the method comprising:
acquiring related data of a first use object and related data of a second use object, wherein the first use object is an object which has borrowed resources before a reference time, and the second use object is an object which has borrowed resources and is newly added within the reference time to a set time;
determining a first resource quantity based on the related data of the first use object, wherein the first resource quantity is the resource quantity borrowed by the first use object by the set time;
determining a second resource amount based on the related data of the second use object, wherein the second resource amount is the amount of resources borrowed by the second use object by the set time;
a resource scheduling policy is determined based on the first and second amounts of resources.
2. The method of claim 1, wherein the related data of the first usage object includes at least one of a number of the first usage objects, a first amount of resources granted to the first usage object, a first index for characterizing an effect by adjusting the first amount of resources, a first proportion of usage of the first amount of resources by the first usage object;
the determining a first resource amount based on the related data of the first usage object includes:
the first number of resources is determined based on at least one of the first number of objects of use, the first amount of resources, the first indicator, and the first scale.
3. The method of claim 1, wherein the related data of the second usage object includes at least one of a number of reference objects, a second index, a third index, a second amount of resources granted to the second usage object, a second proportion of the second amount of resources used by the second usage object;
the determining a second resource amount based on the related data of the second usage object includes:
determining the second number of resources based on at least one of the number of reference objects, the second indicator, the third indicator, the second amount of resources, and the second ratio;
The reference object is an object capable of borrowing resources, the second index is used for representing a situation that the reference object borrows resources through the setting program when the setting time is cut off by the reference object under the situation that the setting program is recommended to the reference object, the setting program is used for providing a resource borrowing interface, and the third index is used for representing a situation that the reference object borrows resources through the setting program when the setting program is not recommended to the reference object.
4. A method according to any one of claims 1 to 3, further comprising:
acquiring related data of a providing object, wherein the providing object is an object for providing resources;
determining a third resource amount based on the related data of the providing object, wherein the third resource amount is the resource amount provided by the providing object by the set time;
the determining a resource scheduling policy based on the first number of resources and the second number of resources includes:
a resource scheduling policy is determined based on the first, second, and third amounts of resources.
5. The method of claim 4, wherein the related data of the providing object includes at least one of a reference resource amount, a third scale, a fourth scale, a fifth scale, and a sixth scale;
the determining a third resource amount based on the related data of the providing object includes:
determining the third number of resources based on at least one of the reference number of resources, the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio;
the reference resource quantity is the resource quantity borrowed by the second use object which is proved by the reference borrowing certificate by the set time; the third ratio is a ratio between a number of third ones of the second ones of the use objects that are expected to borrow the resource provided by the provision object through the first channel and the number of second ones of the use objects; the fourth ratio is a ratio between a number of fourth use objects of the third use objects that actually borrow the resource provided by the provision object through the first channel and the number of third use objects; the fifth ratio is a ratio between the number of resources that the provisioning object can transfer and the number of resources of the provisioning object; the sixth ratio is a ratio of the number of resources provided by the providing object in the first channel to the total number of resources in the first channel.
6. The method of claim 5, wherein the determining the third number of resources based on at least one of the reference number of resources, the third ratio, the fourth ratio, the fifth ratio, and the sixth ratio comprises:
determining a first difference between the second number of resources and the reference number of resources;
determining a first sub-resource amount based on the first difference value and at least one of the third proportion, the fourth proportion, the fifth proportion and the sixth proportion, wherein the first sub-resource amount is the amount of resources provided by the second use object borrowing the provision object through the first channel by the set time;
determining a second sub-resource amount based on the second resource amount and the first sub-resource amount, wherein the second sub-resource amount is an amount of resources provided by the second usage object borrowing the provision object through a second channel by the set time, the second channel is a channel other than the first channel, and the third resource amount includes the first sub-resource amount and the second sub-resource amount.
7. The method of claim 4, wherein the related data of the provisioning object includes at least one of an initial number of resources, a seventh ratio, an eighth ratio, a fourth number of resources, a fifth ratio;
The determining a third resource amount based on the related data of the providing object includes:
determining the third number of resources based on at least one of the initial number of resources, the seventh ratio, the eighth ratio, the fourth number of resources, the fifth number of resources, and the fifth ratio;
wherein the initial number of resources is the number of resources borrowed by the first usage object at borrowing time; the borrowing time is the time when the first using object borrows the resource provided by the providing object; the seventh ratio is a ratio between the number of resources returned by the first usage object and the initial number of resources; the eighth ratio is a ratio between the number of resources returned by the first usage object to the number of resources returned by the first usage object; the fourth resource amount is the resource amount borrowed by the set time by selecting a fifth use object borrowing the resource provided by the provision object from the first use objects; the fifth resource amount is the resource amount borrowed by the fifth use object proved by the first borrowing certificate until the set time; the first borrowing credential is an existing borrowing credential prior to the reference time.
8. The method of claim 7, wherein the determining the third number of resources based on at least one of the initial number of resources, the seventh ratio, the eighth ratio, the fourth number of resources, the fifth number of resources, and the fifth ratio comprises:
determining a third sub-resource amount based on at least one of the initial resource amount, the seventh proportion, and the eighth proportion, the third sub-resource amount being an amount of resources provided by the providing object borrowed by the first using object as evidenced by the first borrowing credential by the set time;
determining a fourth sub-resource amount based on at least one of the fourth resource amount, the fifth resource amount, and the fifth ratio, the fourth sub-resource amount being an amount of resources provided by the providing object borrowed by the first using object as evidenced by a second borrowing voucher until the set time, the second borrowing voucher being a borrowing voucher newly added from the reference time to the set time, the third resource amount including the third sub-resource amount and the fourth sub-resource amount.
9. A method according to any one of claims 1 to 3, further comprising:
acquiring relevant data of the borrowing certificate;
determining a sixth resource amount based on the related data of the borrowing certificate, wherein the sixth resource amount is the amount of the resource borrowed by the set time through the object proved by the borrowing certificate;
the determining a resource scheduling policy based on the first number of resources and the second number of resources includes:
a resource scheduling policy is determined based on the first, second, and sixth number of resources.
10. The method of claim 9, wherein the data related to borrowing credentials comprises a seventh number of resources and a first set;
the determining the sixth resource amount based on the related data of the borrowing credential includes:
determining the sixth number of resources based on the seventh number of resources and the first set;
wherein the seventh resource amount is the amount of resources borrowed by the first use object by the reference time as evidenced by a first borrowing credential; the first set includes at least one return proportion, any return proportion is a ratio between the number of resources returned by the first use object in one return period and the number of resources borrowed by the first use object by the occurrence time of the first borrowing certificate, and at least one return period is included between the occurrence time and the set time.
11. The method of claim 10, wherein the number of first borrowed credentials is a plurality, the determining the sixth number of resources based on the seventh number of resources and the first set further comprising:
acquiring the priority of each first borrowing certificate, wherein the priority of any first borrowing certificate characterizes the sequence of returning the number of resources proved by any first borrowing certificate by the first using object;
and determining an eighth resource quantity based on the sixth resource quantity and the priority of each first borrowing certificate, wherein the eighth resource quantity characterizes the resource quantity provided by each providing object borrowed by the first using object by the set time, and the eighth resource quantity is used for determining the resource scheduling strategy.
12. The method of claim 9, wherein the data related to borrowing the credential includes at least one of a first amount of resources granted to the first use object, a first proportion of the first use object using the first amount of resources, an adjustment magnitude to adjust the first amount of resources, a ninth proportion of the first use object using the adjustment magnitude, and so on;
The determining the sixth resource amount based on the related data of the borrowing credential includes:
and determining the sixth resource amount based on the first resource amount, the first proportion, the adjustment amplitude and the ninth proportion.
13. A device for determining a resource scheduling policy, the device comprising:
the device comprises an acquisition module, a storage module and a processing module, wherein the acquisition module is used for acquiring related data of a first use object and related data of a second use object, the first use object is an object which has borrowed resources and is existing before a reference time, and the second use object is an object which has borrowed resources and is newly added within the reference time to a set time;
the determining module is used for determining a first resource quantity based on the related data of the first use object, wherein the first resource quantity is the resource quantity borrowed by the first use object by the set time;
the determining module is further configured to determine, based on the related data of the second usage object, a second resource amount, where the second resource amount is an amount of resources borrowed by the second usage object by the set time;
the determining module is further configured to determine a resource scheduling policy based on the first number of resources and the second number of resources.
14. An electronic device, characterized in that it comprises a processor and a memory, in which at least one computer program is stored, which is loaded and executed by the processor, to cause the electronic device to implement the method of determining a resource scheduling policy according to any of claims 1 to 12.
15. A computer readable storage medium, wherein at least one computer program is stored in the computer readable storage medium, and the at least one computer program is loaded and executed by a processor, to cause an electronic device to implement the method for determining a resource scheduling policy according to any one of claims 1 to 12.
16. A computer program product, characterized in that at least one computer program is stored in the computer program product, which is loaded and executed by a processor to cause an electronic device to implement the method of determining a resource scheduling policy according to any of claims 1 to 12.
CN202310654227.7A 2023-06-05 2023-06-05 Method, device, equipment and medium for determining resource scheduling policy Pending CN116954849A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202310654227.7A CN116954849A (en) 2023-06-05 2023-06-05 Method, device, equipment and medium for determining resource scheduling policy

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202310654227.7A CN116954849A (en) 2023-06-05 2023-06-05 Method, device, equipment and medium for determining resource scheduling policy

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